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P. Payne

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Open access Aug 2026

Harmonizing Multi-Institutional Clinical Documentation Using Natural Language Processing in Neurofibromatosis Type 1 (NF1)

Background and Objectives. Machine learning (ML) and natural language processing (NLP) approaches are increasingly used to support nuanced phenotyping, surveillance, and trial readiness using electronic health records (EHRs) in neurological disease. However, inconsistent clinical documentation limits data harmonization...

Stephanie M. Morris, Levi Kaster, S. Amagai et al. · 0 citations
Sep 2026

Health artificial intelligence is here, but are we measuring what matters?

Limits in prevailing approaches to health AI evaluation are examined and a framework prioritizing outcomes-based, systems-level assessment aligned with healthcare delivery goals is proposed, contrasting a deontological focus on methodological standards with a consequentialist framework emphasizing real-world impact.

P. Payne, T. Kannampallil, Margaret Lozovatsky · 0 citations

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